Building Supervised Fine-Tuning Data from NVIDIA Open-SWE-Traces: Trajectory Parsing, Patch Analysis, Token Budgets, and Tool-Use Metrics

banner(“STEP 3 — Building the analysis DataFrame”) def process_example(ex): traj = normalize_trajectory(ex.get(“trajectory”)) rc = role_counts(traj) nf, add, dele, _files, _exts = parse_patch(ex.get(“model_patch”)) meta = normalize_metadata(ex.get(“metadata”)) full_text = “\n”.join(message_text(m) for m in traj) return { “instance_id”: ex.get(“instance_id”), “repo”: ex.get(“repo”), “language”: (ex.get(“language”) or “unknown”).lower(), “license”: ex.get(“license”), “resolved”: ex.get(“resolved”), “agent”: ex.get(“_agent”), “model”: ex.get(“_model”), “n_messages”: len(traj), “n_system”: rc.get(“system”, 0),…

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Vinicius sparkles as Brazil beat Scotland

Vinicius Junior welcomes Neymar on his long-awaited Brazil return. Photo: AFP MIAMI: Vinicius Junior made it four goals in three games at the World Cup as Brazil cruised to a 3-0 victory over Scotland on Wednesday, sealing progress to the last 32 as Group C winners and leaving their opponents in danger of another first-round exit….

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21Shares Says Bitcoin Can Nonetheless Recuperate Towards 0,000 Regardless of Market Shakeout

21Shares Says Bitcoin Can Nonetheless Recuperate Towards $100,000 Regardless of Market Shakeout

Trusted Editorial content material, reviewed by main business specialists and seasoned editors. Ad Disclosure TL; DR 21Shares says Bitcoin stays underneath strain however nonetheless has a path again in direction of the $100,000 space in a restoration situation. The agency factors to ETF flows, cycle construction and liquidity circumstances as key variables. …

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